From 6aba0e3b5689b5b24ba9c56d9947ce1a859b2ad9 Mon Sep 17 00:00:00 2001
From: 游雁 <zhifu.gzf@alibaba-inc.com>
Date: 星期四, 22 二月 2024 12:06:40 +0800
Subject: [PATCH] train finetune demo
---
examples/industrial_data_pretraining/paraformer/infer.sh | 21 ++++++++++
/dev/null | 29 --------------
.gitignore | 1
examples/aishell/paraformer/demo_train_or_finetune.sh | 4 +-
examples/industrial_data_pretraining/paraformer/infer_from_local.sh | 39 +++++++++++++++++++
examples/industrial_data_pretraining/paraformer/finetune_from_local.sh | 13 ++++--
examples/industrial_data_pretraining/paraformer/finetune.sh | 6 ++-
7 files changed, 75 insertions(+), 38 deletions(-)
diff --git a/.gitignore b/.gitignore
index 6bdfd5d..adf2937 100644
--- a/.gitignore
+++ b/.gitignore
@@ -24,3 +24,4 @@
outputs*
emotion2vec*
GPT-SoVITS*
+modelscope_models
diff --git a/examples/aishell/paraformer/demo_train_or_finetune.sh b/examples/aishell/paraformer/demo_train_or_finetune.sh
index 4c95dc7..06607c7 100644
--- a/examples/aishell/paraformer/demo_train_or_finetune.sh
+++ b/examples/aishell/paraformer/demo_train_or_finetune.sh
@@ -17,7 +17,7 @@
train_data="${data_dir}/train.jsonl"
val_data="${data_dir}/val.jsonl"
-tokens="${data_dir}/tokens.jsonl"
+tokens="${data_dir}/tokens.json"
cmvn_file="${data_dir}/am.mvn"
# exp output dir
@@ -45,7 +45,7 @@
++dataset_conf.batch_size=32 \
++dataset_conf.batch_type="example" \
++dataset_conf.num_workers=4 \
-++train_conf.max_epoch=20 \
+++train_conf.max_epoch=150 \
++optim_conf.lr=0.0002 \
++init_param="${init_param}" \
++output_dir="${output_dir}" &> ${log_file}
diff --git a/examples/industrial_data_pretraining/paraformer/demo.sh b/examples/industrial_data_pretraining/paraformer/demo.sh
deleted file mode 100644
index 477aee6..0000000
--- a/examples/industrial_data_pretraining/paraformer/demo.sh
+++ /dev/null
@@ -1,29 +0,0 @@
-
-# method1, inference from model hub
-
-model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch"
-model_revision="v2.0.4"
-
-python -m funasr.bin.inference \
-+model=${model} \
-+model_revision=${model_revision} \
-+input="https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav" \
-+output_dir="./outputs/debug" \
-+device="cpu" \
-
-
-# method2, inference from local model
-
-#python -m funasr.bin.inference \
-#--config-path="/Users/zhifu/funasr_github/test_local/funasr_cli_egs" \
-#--config-name="config.yaml" \
-#++init_param="/Users/zhifu/funasr_github/test_local/funasr_cli_egs/model.pt" \
-#++tokenizer_conf.token_list="/Users/zhifu/funasr_github/test_local/funasr_cli_egs/tokens.txt" \
-#++frontend_conf.cmvn_file="/Users/zhifu/funasr_github/test_local/funasr_cli_egs/am.mvn" \
-#++input="data/wav.scp" \
-#++output_dir="./outputs/debug" \
-#++device="cuda" \
-
-
-
-
diff --git a/examples/industrial_data_pretraining/paraformer/finetune_from_model_hub.sh b/examples/industrial_data_pretraining/paraformer/finetune.sh
similarity index 89%
rename from examples/industrial_data_pretraining/paraformer/finetune_from_model_hub.sh
rename to examples/industrial_data_pretraining/paraformer/finetune.sh
index 0ccb83a..21b29b6 100644
--- a/examples/industrial_data_pretraining/paraformer/finetune_from_model_hub.sh
+++ b/examples/industrial_data_pretraining/paraformer/finetune.sh
@@ -1,6 +1,8 @@
# Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
# MIT License (https://opensource.org/licenses/MIT)
+# method1, finetune from model hub
+
# which gpu to train or finetune
export CUDA_VISIBLE_DEVICES="0,1"
gpu_num=$(echo $CUDA_VISIBLE_DEVICES | awk -F "," '{print NF}')
@@ -30,8 +32,8 @@
--nnodes 1 \
--nproc_per_node ${gpu_num} \
funasr/bin/train.py \
-+model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" \
-+model_revision="v2.0.4" \
+++model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" \
+++model_revision="v2.0.4" \
++train_data_set_list="${train_data}" \
++valid_data_set_list="${val_data}" \
++dataset_conf.batch_size=32 \
diff --git a/examples/industrial_data_pretraining/paraformer/finetune_from_local_model.sh b/examples/industrial_data_pretraining/paraformer/finetune_from_local.sh
similarity index 90%
rename from examples/industrial_data_pretraining/paraformer/finetune_from_local_model.sh
rename to examples/industrial_data_pretraining/paraformer/finetune_from_local.sh
index 2e0b8ee..5b4d991 100644
--- a/examples/industrial_data_pretraining/paraformer/finetune_from_local_model.sh
+++ b/examples/industrial_data_pretraining/paraformer/finetune_from_local.sh
@@ -1,8 +1,12 @@
# Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
# MIT License (https://opensource.org/licenses/MIT)
+# method2, finetune from local model
+
+workspace=`pwd`
+
# download model
-local_path_root=../modelscope_models
+local_path_root=${workspace}/modelscope_models
mkdir -p ${local_path_root}
local_path=${local_path_root}/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch
git clone https://www.modelscope.cn/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch.git ${local_path}
@@ -24,15 +28,14 @@
train_data="${data_dir}/train.jsonl"
val_data="${data_dir}/val.jsonl"
-tokens="${local_path}/tokens.jsonl"
+tokens="${local_path}/tokens.json"
cmvn_file="${local_path}/am.mvn"
# exp output dir
output_dir="/Users/zhifu/exp"
log_file="${output_dir}/log.txt"
-workspace=`pwd`
-config="${local_path}/config.yaml"
+config="config.yaml"
init_param="${local_path}/model.pt"
@@ -43,7 +46,7 @@
--nnodes 1 \
--nproc_per_node ${gpu_num} \
../../../funasr/bin/train.py \
---config-path "${workspace}/conf" \
+--config-path "${local_path}" \
--config-name "${config}" \
++train_data_set_list="${train_data}" \
++valid_data_set_list="${val_data}" \
diff --git a/examples/industrial_data_pretraining/paraformer/infer.sh b/examples/industrial_data_pretraining/paraformer/infer.sh
new file mode 100644
index 0000000..a1975ea
--- /dev/null
+++ b/examples/industrial_data_pretraining/paraformer/infer.sh
@@ -0,0 +1,21 @@
+# Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+# MIT License (https://opensource.org/licenses/MIT)
+
+# method1, inference from model hub
+
+# for more input type, please ref to readme.md
+input="https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav"
+
+output_dir="./outputs/debug"
+
+model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch"
+model_revision="v2.0.4"
+
+device="cuda:0" # "cuda:0" for gpu0, "cuda:1" for gpu1, "cpu"
+
+python -m funasr.bin.inference \
+++model=${model} \
+++model_revision=${model_revision} \
+++input="${input}" \
+++output_dir="${output_dir}" \
+++device="${device}" \
diff --git a/examples/industrial_data_pretraining/paraformer/infer_from_local.sh b/examples/industrial_data_pretraining/paraformer/infer_from_local.sh
new file mode 100644
index 0000000..06c9ca6
--- /dev/null
+++ b/examples/industrial_data_pretraining/paraformer/infer_from_local.sh
@@ -0,0 +1,39 @@
+# Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+# MIT License (https://opensource.org/licenses/MIT)
+
+# method2, inference from local model
+
+# for more input type, please ref to readme.md
+input="https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav"
+
+output_dir="./outputs/debug"
+
+workspace=`pwd`
+
+# download model
+local_path_root=${workspace}/modelscope_models
+mkdir -p ${local_path_root}
+local_path=${local_path_root}/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch
+git clone https://www.modelscope.cn/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch.git ${local_path}
+
+device="cuda:0" # "cuda:0" for gpu0, "cuda:1" for gpu1, "cpu"
+
+tokens="${local_path}/tokens.json"
+cmvn_file="${local_path}/am.mvn"
+
+config="config.yaml"
+init_param="${local_path}/model.pt"
+
+python -m funasr.bin.inference \
+--config-path "${local_path}" \
+--config-name "${config}" \
+++init_param="${init_param}" \
+++tokenizer_conf.token_list="${tokens}" \
+++frontend_conf.cmvn_file="${cmvn_file}" \
+++input="${input}" \
+++output_dir="${output_dir}" \
+++device="${device}" \
+
+
+
+
--
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